Öffentliches RegisterGut
Software-GesundheitsberichtSchema 0.12.0 · Metriken 1.13.0 · 2026-07-17 20:34 UTC
keboola / mcp-server
Model Context Protocol (MCP) Server for the Keboola Platform
keboola/mcp-server erreicht einen Gesundheitsindex von 76 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (99/100) ab, am schwächsten bei AI Readiness (59/100). Zuletzt heute aktualisiert. 2 Mitwirkende tragen den Großteil der jüngsten Arbeit.
76
gesamt / 100Software-Gesundheitsindex
Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.
76
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
Bewertungsprofil
Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.
Eigentümerschaft
KeboolaOrganisation
66 Follower679 öffentliche Reposseit Feb. 2012
Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.
Paket-Ökosysteme
| Registry | Paket | Version | Downloads / Monat | Versionen | Zuletzt veröffentlicht |
|---|---|---|---|---|---|
| PyPI | keboola-mcp-server | 1.73.2 | 30.297 | 56 | vor 2 Tagen |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
99
Entwicklungsaktivität
99Exzellent
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 0 Tagen |
| 35.3/36 | Commit-Rhythmus — 51/52 Wochen mit Commits |
| 18/18 | Commit-Volumen — 2.027 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 2.027 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 51 |
Release-Disziplin
100Exzellent
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 61 Releases veröffentlicht |
| 36/36 | Release-Aktualität — letztes Release vor 1 Tagen |
| 27/27 | Release-Rhythmus — ein Release etwa alle 6,4 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 61 |
| latest_release_tag | v1.73.2 |
| releases_from_tags | nein |
| days_since_latest_release | 1 |
| mean_days_between_releases | 6,4 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.
Community & Verbreitung
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
65
Popularität & Verbreitung
49Gefährdet
Wie die Bewertung erfolgt
| 31.1/60 | Stars — 84 Stars |
| 11.5/25 | Forks — 25 Forks |
| 6.4/15 | Watcher — 15 Watcher |
Verwendete Eingangsdaten
| forks | 25 |
| stars | 84 |
| watchers | 15 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
77Gut
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (MIT) |
| 18/18 | CONTRIBUTING-Leitfaden |
| 0/13.5 | Verhaltenskodex |
| 0/7.2 | Issue-Vorlage |
| 6.3/6.3 | PR-Vorlage |
Verwendete Eingangsdaten
| has_readme | ja |
| has_license | ja |
| has_contributing | ja |
| has_issue_template | nein |
| has_code_of_conduct | nein |
| has_pull_request_template | ja |
Wie die Bewertung erfolgt
| 59.8/80 | Downloads pro Monat — 30.297 Downloads/Monat über pypi |
| 0/20 | Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen |
Verwendete Eingangsdaten
| packages | keboola-mcp-server |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 30.297 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
71
Wie die Bewertung erfolgt
| 25.2/54 | Bus-Faktor — 2 Beitragende decken die Hälfte aller Commits ab |
| 14.5/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 36 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 29 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 2 |
| contributors_sampled | 29 |
| top_contributor_share | 0,357 |
Wie die Bewertung erfolgt
| 17.2/46.8 | Issue-Lösungsquote — 37 % der Issues geschlossen |
| 29.2/38.3 | PR-Annahme — 444/581 entschiedene PRs gemergt |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Verwendete Eingangsdaten
| merged_prs | 444 |
| open_issues | 19 |
| closed_issues | 11 |
| issue_closed_ratio | 0,367 |
| closed_unmerged_prs | 137 |
Eigentümerschaft & Trägerschaft
68Mittel
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 13.1/25 | Reichweite des Inhabers — 66 Follower von keboola |
| 25/25 | Kontohistorie — 679 öffentliche Repos, Kontoalter ca. 14 Jahre |
Verwendete Eingangsdaten
| followers | 66 |
| owner_type | Organization |
| is_verified | — |
| owner_login | keboola |
| public_repos | 679 |
| account_age_days | 5.271 |
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 2 Tagen |
| 20/20 | Versionshistorie — 56 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | keboola-mcp-server |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 2 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
71
Engineering-Praktiken
68Mittel
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 4 Workflow(s) |
| 24/24 | Tests vorhanden |
| 0/16 | Linter-Konfiguration |
| 0/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 8 out of 8 merged PRs checked by a CI test -- score normalized to 10 |
Verwendete Eingangsdaten
| has_ci | ja |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | nein |
| has_precommit_config | nein |
Dokumentation
75Gut
Wie die Bewertung erfolgt
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 0/15 | Dokumentations-/Homepage-Site |
| 10/10 | Repository-Beschreibung |
| 10/10 | Topics — 6 Topics |
| 0/10 | Wiki |
Verwendete Eingangsdaten
| topics | model-context-protocol, data-platform, etl-pipeline, mcp, mcp-server, keboola-platform |
| has_wiki | nein |
| homepage | — |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
73
Sicherheitslage
73Gut
Wie die Bewertung erfolgt
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 8 out of 8 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 5 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
| 5/5 | SAST — SAST tool is run on all commits |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — keine Daten |
| 6.8/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 3/7.5 | Vulnerabilities — 6 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 7,3 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
AI Readiness
Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.
59
Wie die Bewertung erfolgt
| 45/45 | Agentenanweisungen — CLAUDE.md |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 0/40 | Lesbare Commit-Historie — keine Daten |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | — |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 9.302 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lesbare Commit-Historie. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
| 0/18 | Bootstrap mit einem Befehl |
| 22/22 | Automatisierte Tests |
| 0/11 | Lint-/Format-Konfiguration |
| 11/11 | Statische Typprüfung — mypy.ini |
| 10/10 | Reproduzierbare Umgebung — Dockerfile, lockfile |
| 0/10 | Belegte Agentenpraxis — keine Daten |
| 5/8 | Automatisierte Wartung — Abhängigkeits-Automatisierung konfiguriert, in den erfassten Commits nicht beobachtet |
| 1/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | uv.lock |
| has_dockerfile | ja |
| typed_language | nein |
| bootstrap_files | — |
| has_devcontainer | nein |
| has_linter_config | nein |
| typecheck_configs | mypy.ini |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
| 27/45 | Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (mypy.ini) |
| 52.2/55 | Handhabbare Dateigrößen — 7/140 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 128.285 |
| source_files_sampled | 140 |
| oversized_source_files | 7 |
Maschinenlesbare AI-Schnittstellen
20Kritisch
Wie die Bewertung erfolgt
| 0/40 | API-Schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP-Server |
| 0/40 | Lauffähige Beispiele |
Verwendete Eingangsdaten
| example_dirs | — |
| has_mcp_signal | ja |
| api_schema_files | — |
Eckdaten
84GitHub-Sterne
29Mitwirkende
2.027Commits, letzte 12 Monate
0Tage seit letztem Push
61Releases
2Bus-Faktor
19offene Issues
PyPIPaket-Ökosysteme
Weitere Details
OpenSSF Scorecard 7.3 / 10
7.3Gesamtwert
Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 5 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 8 out of 8 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 5 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 1 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 1 |
| 10 | SAST | SAST tool is run on all commits |
| 0 | Security-Policy | security policy file not detected |
| k. A. | Signed-Releases | no releases found |
| 9 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 4 | Vulnerabilities | 6 existing vulnerabilities detected |
Direkte Abhängigkeiten 13
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | fastmcp | == 3.4.2 | pyproject.toml |
| PyPI | mcp | == 1.28.1 | pyproject.toml |
| PyPI | httpx | ~= 0.28 | pyproject.toml |
| PyPI | httpx-retries | ~=0.5 | pyproject.toml |
| PyPI | jsonpath-ng | ~= 1.8 | pyproject.toml |
| PyPI | jsonschema | ~= 4.26 | pyproject.toml |
| PyPI | pyjwt | ~= 2.13 | pyproject.toml |
| PyPI | json-log-formatter | ~= 1.1 | pyproject.toml |
| PyPI | cryptography | ~= 49.0 | pyproject.toml |
| PyPI | pydantic | ~= 2.13.0 | pyproject.toml |
| PyPI | sqlglot | ~= 30.0 | pyproject.toml |
| PyPI | toon-format | ~= 0.9.0b1 | pyproject.toml |
| PyPI | pyyaml | ~= 6.0 | pyproject.toml |
Alle Abhängigkeiten 144
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 13 direkte und 131 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | cryptography | 49.0.0 | direkt |
| PyPI | fastmcp | 3.4.2 | direkt |
| PyPI | httpx | 0.28.1 | direkt |
| PyPI | httpx-retries | 0.6.0 | direkt |
| PyPI | json-log-formatter | 1.2.1 | direkt |
| PyPI | jsonpath-ng | 1.8.0 | direkt |
| PyPI | jsonschema | 4.26.0 | direkt |
| PyPI | mcp | 1.28.1 | direkt |
| PyPI | pydantic | 2.13.4 | direkt |
| PyPI | pyjwt | 2.13.0 | direkt |
| PyPI | pyyaml | 6.0.3 | direkt |
| PyPI | sqlglot | 30.12.0 | direkt |
| PyPI | toon-format | 0.9.0b1 | direkt |
| PyPI | aiofile | 3.11.1 | indirekt |
| PyPI | aiofile | 3.9.0 | indirekt |
| PyPI | annotated-types | 0.7.0 | indirekt |
| PyPI | anyio | 4.13.0 | indirekt |
| PyPI | attrs | 26.1.0 | indirekt |
| PyPI | authlib | 1.7.2 | indirekt |
| PyPI | azure-core | 1.41.0 | indirekt |
| PyPI | azure-storage-blob | 12.29.0 | indirekt |
| PyPI | backports-asyncio-runner | 1.2.0 | indirekt |
| PyPI | backports-tarfile | 1.2.0 | indirekt |
| PyPI | beartype | 0.22.9 | indirekt |
| PyPI | black | 26.5.1 | indirekt |
| PyPI | boto3 | 1.43.22 | indirekt |
| PyPI | botocore | 1.43.22 | indirekt |
| PyPI | cachetools | 6.2.6 | indirekt |
| PyPI | caio | 0.9.25 | indirekt |
| PyPI | certifi | 2026.5.20 | indirekt |
| PyPI | cffi | 2.0.0 | indirekt |
| PyPI | chardet | 7.4.3 | indirekt |
| PyPI | charset-normalizer | 3.4.7 | indirekt |
| PyPI | click | 8.4.1 | indirekt |
| PyPI | colorama | 0.4.6 | indirekt |
| PyPI | coverage | 7.14.1 | indirekt |
| PyPI | cyclopts | 4.16.1 | indirekt |
| PyPI | distlib | 0.4.1 | indirekt |
| PyPI | dnspython | 2.8.0 | indirekt |
| PyPI | docstring-parser | 0.18.0 | indirekt |
| PyPI | email-validator | 2.3.0 | indirekt |
| PyPI | exceptiongroup | 1.3.1 | indirekt |
| PyPI | fastmcp-slim | 3.4.2 | indirekt |
| PyPI | filelock | 3.29.1 | indirekt |
| PyPI | flake8 | 7.3.0 | indirekt |
| PyPI | flake8-bugbear | 25.11.29 | indirekt |
| PyPI | flake8-colors | 0.1.9 | indirekt |
| PyPI | flake8-isort | 7.0.0 | indirekt |
| PyPI | flake8-plugin-utils | 1.3.3 | indirekt |
| PyPI | flake8-pyproject | 1.2.4 | indirekt |
| PyPI | flake8-pytest-style | 2.2.0 | indirekt |
| PyPI | flake8-quotes | 3.4.0 | indirekt |
| PyPI | flake8-typing-imports | 1.17.0 | indirekt |
| PyPI | google-api-core | 2.31.0 | indirekt |
| PyPI | google-auth | 2.43.0 | indirekt |
| PyPI | google-cloud-core | 2.6.0 | indirekt |
| PyPI | google-cloud-storage | 3.5.0 | indirekt |
| PyPI | google-crc32c | 1.8.0 | indirekt |
| PyPI | google-resumable-media | 2.10.0 | indirekt |
| PyPI | googleapis-common-protos | 1.75.0 | indirekt |
| PyPI | griffelib | 2.0.2 | indirekt |
| PyPI | h11 | 0.16.0 | indirekt |
| PyPI | httpcore | 1.0.9 | indirekt |
| PyPI | httpx-sse | 0.4.3 | indirekt |
| PyPI | idna | 3.18 | indirekt |
| PyPI | importlib-metadata | 9.0.0 | indirekt |
| PyPI | iniconfig | 2.3.0 | indirekt |
| PyPI | isodate | 0.7.2 | indirekt |
| PyPI | isort | 8.0.1 | indirekt |
| PyPI | jaraco-classes | 3.4.0 | indirekt |
| PyPI | jaraco-context | 6.1.2 | indirekt |
| PyPI | jaraco-functools | 4.5.0 | indirekt |
| PyPI | jeepney | 0.9.0 | indirekt |
| PyPI | jmespath | 1.1.0 | indirekt |
| PyPI | joserfc | 1.7.0 | indirekt |
| PyPI | jsonref | 1.1.0 | indirekt |
| PyPI | jsonschema-path | 0.5.0 | indirekt |
| PyPI | jsonschema-specifications | 2025.9.1 | indirekt |
| PyPI | kbcstorage | 0.9.5 | indirekt |
| PyPI | keboola-mcp-server | 1.73.4 | indirekt |
| PyPI | keyring | 25.7.0 | indirekt |
| PyPI | markdown-it-py | 4.2.0 | indirekt |
| PyPI | mccabe | 0.7.0 | indirekt |
| PyPI | mdurl | 0.1.2 | indirekt |
| PyPI | more-itertools | 11.1.0 | indirekt |
| PyPI | mypy-extensions | 1.1.0 | indirekt |
| PyPI | openapi-pydantic | 0.5.1 | indirekt |
| PyPI | opentelemetry-api | 1.42.1 | indirekt |
| PyPI | packaging | 26.2 | indirekt |
| PyPI | pathable | 0.6.0 | indirekt |
| PyPI | pathspec | 1.1.1 | indirekt |
| PyPI | pep8-naming | 0.15.1 | indirekt |
| PyPI | platformdirs | 4.10.0 | indirekt |
| PyPI | pluggy | 1.6.0 | indirekt |
| PyPI | proto-plus | 1.28.0 | indirekt |
| PyPI | protobuf | 7.35.0 | indirekt |
| PyPI | py-key-value-aio | 0.4.5 | indirekt |
| PyPI | pyasn1 | 0.6.3 | indirekt |
| PyPI | pyasn1-modules | 0.4.2 | indirekt |
| PyPI | pycodestyle | 2.14.0 | indirekt |
| PyPI | pycparser | 3.0 | indirekt |
| PyPI | pydantic-core | 2.46.4 | indirekt |
| PyPI | pydantic-settings | 2.14.2 | indirekt |
| PyPI | pyflakes | 3.4.0 | indirekt |
| PyPI | pygments | 2.20.0 | indirekt |
| PyPI | pyperclip | 1.11.0 | indirekt |
| PyPI | pyproject-api | 1.10.1 | indirekt |
| PyPI | pytest | 9.1.1 | indirekt |
| PyPI | pytest-asyncio | 1.4.0 | indirekt |
| PyPI | pytest-cov | 7.1.0 | indirekt |
| PyPI | pytest-datadir | 1.8.0 | indirekt |
| PyPI | pytest-mock | 3.15.1 | indirekt |
| PyPI | python-dateutil | 2.9.0.post0 | indirekt |
| PyPI | python-discovery | 1.4.0 | indirekt |
| PyPI | python-dotenv | 1.2.2 | indirekt |
| PyPI | python-multipart | 0.0.31 | indirekt |
| PyPI | pytokens | 0.4.1 | indirekt |
| PyPI | pywin32 | 312 | indirekt |
| PyPI | pywin32-ctypes | 0.2.3 | indirekt |
| PyPI | referencing | 0.37.0 | indirekt |
| PyPI | requests | 2.34.2 | indirekt |
| PyPI | responses | 0.26.1 | indirekt |
| PyPI | rich | 15.0.0 | indirekt |
| PyPI | rich-rst | 2.0.1 | indirekt |
| PyPI | rpds-py | 0.30.0 | indirekt |
| PyPI | rpds-py | 2026.5.1 | indirekt |
| PyPI | rsa | 4.9.1 | indirekt |
| PyPI | s3transfer | 0.18.0 | indirekt |
| PyPI | secretstorage | 3.5.0 | indirekt |
| PyPI | setuptools | 82.0.1 | indirekt |
| PyPI | six | 1.17.0 | indirekt |
| PyPI | sse-starlette | 3.4.4 | indirekt |
| PyPI | starlette | 1.3.1 | indirekt |
| PyPI | tomli | 2.4.1 | indirekt |
| PyPI | tox | 4.35.0 | indirekt |
| PyPI | typing-extensions | 4.15.0 | indirekt |
| PyPI | typing-inspection | 0.4.2 | indirekt |
| PyPI | uncalled-for | 0.3.2 | indirekt |
| PyPI | urllib3 | 1.26.20 | indirekt |
| PyPI | uvicorn | 0.49.0 | indirekt |
| PyPI | virtualenv | 21.4.2 | indirekt |
| PyPI | watchfiles | 1.2.0 | indirekt |
| PyPI | websockets | 16.0 | indirekt |
| PyPI | zipp | 4.1.0 | indirekt |
JSON-Rohbericht maschinenlesbar
{
"data": {
"repo": {
"topics": [
"model-context-protocol",
"data-platform",
"etl-pipeline",
"mcp",
"mcp-server",
"keboola-platform"
],
"is_fork": false,
"size_kb": 8758,
"has_wiki": false,
"homepage": null,
"languages": {
"Shell": 3762,
"Python": 2402713,
"Dockerfile": 1555
},
"pushed_at": "2026-07-17T14:28:59Z",
"created_at": "2025-01-12T20:01:21Z",
"owner_type": "Organization",
"updated_at": "2026-07-16T12:42:53Z",
"description": "Model Context Protocol (MCP) Server for the Keboola Platform",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://www.keboola.com",
"name": "Keboola",
"type": "Organization",
"login": "keboola",
"company": null,
"location": "Czech Republic",
"followers": 66,
"avatar_url": "https://avatars.githubusercontent.com/u/1424387?v=4",
"created_at": "2012-02-09T21:17:03Z",
"is_verified": null,
"public_repos": 679,
"account_age_days": 5271
},
"activity": {
"releases_count": 61,
"commits_last_year": 2027,
"latest_release_at": "2026-07-16T08:52:45Z",
"latest_release_tag": "v1.73.2",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 51,
"days_since_latest_release": 1,
"mean_days_between_releases": 6.4
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 62,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "keboola-mcp-server",
"exists": true,
"license": "MIT",
"keywords": [],
"ecosystem": "pypi",
"matches_repo": null,
"registry_url": "https://pypi.org/project/keboola-mcp-server/",
"is_deprecated": false,
"latest_version": "1.73.2",
"repository_url": null,
"versions_count": 56,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 30297,
"first_published_at": "2025-04-23T13:52:53.324817Z",
"latest_published_at": "2026-07-15T05:25:44.295326Z",
"latest_version_yanked": null,
"days_since_latest_publish": 2
}
]
},
"popularity": {
"forks": 25,
"stars": 84,
"watchers": 15,
"open_issues_and_prs": 34
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [],
"has_llms_txt": false,
"has_dockerfile": true,
"has_mcp_signal": true,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [
"mypy.ini"
],
"largest_source_bytes": 128285,
"source_files_sampled": 140,
"oversized_source_files": 7,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 9302
},
"dependencies": {
"manifests": [
"pyproject.toml"
],
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "fastmcp",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "== 3.4.2"
},
{
"name": "mcp",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "== 1.28.1"
},
{
"name": "httpx",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "~= 0.28"
},
{
"name": "httpx-retries",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "~=0.5"
},
{
"name": "jsonpath-ng",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "~= 1.8"
},
{
"name": "jsonschema",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "~= 4.26"
},
{
"name": "pyjwt",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "~= 2.13"
},
{
"name": "json-log-formatter",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "~= 1.1"
},
{
"name": "cryptography",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "~= 49.0"
},
{
"name": "pydantic",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "~= 2.13.0"
},
{
"name": "sqlglot",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "~= 30.0"
},
{
"name": "toon-format",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "~= 0.9.0b1"
},
{
"name": "pyyaml",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "~= 6.0"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "cryptography",
"direct": true,
"version": "49.0.0",
"ecosystem": "pypi"
},
{
"name": "fastmcp",
"direct": true,
"version": "3.4.2",
"ecosystem": "pypi"
},
{
"name": "httpx",
"direct": true,
"version": "0.28.1",
"ecosystem": "pypi"
},
{
"name": "httpx-retries",
"direct": true,
"version": "0.6.0",
"ecosystem": "pypi"
},
{
"name": "json-log-formatter",
"direct": true,
"version": "1.2.1",
"ecosystem": "pypi"
},
{
"name": "jsonpath-ng",
"direct": true,
"version": "1.8.0",
"ecosystem": "pypi"
},
{
"name": "jsonschema",
"direct": true,
"version": "4.26.0",
"ecosystem": "pypi"
},
{
"name": "mcp",
"direct": true,
"version": "1.28.1",
"ecosystem": "pypi"
},
{
"name": "pydantic",
"direct": true,
"version": "2.13.4",
"ecosystem": "pypi"
},
{
"name": "pyjwt",
"direct": true,
"version": "2.13.0",
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": true,
"version": "6.0.3",
"ecosystem": "pypi"
},
{
"name": "sqlglot",
"direct": true,
"version": "30.12.0",
"ecosystem": "pypi"
},
{
"name": "toon-format",
"direct": true,
"version": "0.9.0b1",
"ecosystem": "pypi"
},
{
"name": "aiofile",
"direct": false,
"version": "3.11.1",
"ecosystem": "pypi"
},
{
"name": "aiofile",
"direct": false,
"version": "3.9.0",
"ecosystem": "pypi"
},
{
"name": "annotated-types",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "anyio",
"direct": false,
"version": "4.13.0",
"ecosystem": "pypi"
},
{
"name": "attrs",
"direct": false,
"version": "26.1.0",
"ecosystem": "pypi"
},
{
"name": "authlib",
"direct": false,
"version": "1.7.2",
"ecosystem": "pypi"
},
{
"name": "azure-core",
"direct": false,
"version": "1.41.0",
"ecosystem": "pypi"
},
{
"name": "azure-storage-blob",
"direct": false,
"version": "12.29.0",
"ecosystem": "pypi"
},
{
"name": "backports-asyncio-runner",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "backports-tarfile",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "beartype",
"direct": false,
"version": "0.22.9",
"ecosystem": "pypi"
},
{
"name": "black",
"direct": false,
"version": "26.5.1",
"ecosystem": "pypi"
},
{
"name": "boto3",
"direct": false,
"version": "1.43.22",
"ecosystem": "pypi"
},
{
"name": "botocore",
"direct": false,
"version": "1.43.22",
"ecosystem": "pypi"
},
{
"name": "cachetools",
"direct": false,
"version": "6.2.6",
"ecosystem": "pypi"
},
{
"name": "caio",
"direct": false,
"version": "0.9.25",
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2026.5.20",
"ecosystem": "pypi"
},
{
"name": "cffi",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "chardet",
"direct": false,
"version": "7.4.3",
"ecosystem": "pypi"
},
{
"name": "charset-normalizer",
"direct": false,
"version": "3.4.7",
"ecosystem": "pypi"
},
{
"name": "click",
"direct": false,
"version": "8.4.1",
"ecosystem": "pypi"
},
{
"name": "colorama",
"direct": false,
"version": "0.4.6",
"ecosystem": "pypi"
},
{
"name": "coverage",
"direct": false,
"version": "7.14.1",
"ecosystem": "pypi"
},
{
"name": "cyclopts",
"direct": false,
"version": "4.16.1",
"ecosystem": "pypi"
},
{
"name": "distlib",
"direct": false,
"version": "0.4.1",
"ecosystem": "pypi"
},
{
"name": "dnspython",
"direct": false,
"version": "2.8.0",
"ecosystem": "pypi"
},
{
"name": "docstring-parser",
"direct": false,
"version": "0.18.0",
"ecosystem": "pypi"
},
{
"name": "email-validator",
"direct": false,
"version": "2.3.0",
"ecosystem": "pypi"
},
{
"name": "exceptiongroup",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "fastmcp-slim",
"direct": false,
"version": "3.4.2",
"ecosystem": "pypi"
},
{
"name": "filelock",
"direct": false,
"version": "3.29.1",
"ecosystem": "pypi"
},
{
"name": "flake8",
"direct": false,
"version": "7.3.0",
"ecosystem": "pypi"
},
{
"name": "flake8-bugbear",
"direct": false,
"version": "25.11.29",
"ecosystem": "pypi"
},
{
"name": "flake8-colors",
"direct": false,
"version": "0.1.9",
"ecosystem": "pypi"
},
{
"name": "flake8-isort",
"direct": false,
"version": "7.0.0",
"ecosystem": "pypi"
},
{
"name": "flake8-plugin-utils",
"direct": false,
"version": "1.3.3",
"ecosystem": "pypi"
},
{
"name": "flake8-pyproject",
"direct": false,
"version": "1.2.4",
"ecosystem": "pypi"
},
{
"name": "flake8-pytest-style",
"direct": false,
"version": "2.2.0",
"ecosystem": "pypi"
},
{
"name": "flake8-quotes",
"direct": false,
"version": "3.4.0",
"ecosystem": "pypi"
},
{
"name": "flake8-typing-imports",
"direct": false,
"version": "1.17.0",
"ecosystem": "pypi"
},
{
"name": "google-api-core",
"direct": false,
"version": "2.31.0",
"ecosystem": "pypi"
},
{
"name": "google-auth",
"direct": false,
"version": "2.43.0",
"ecosystem": "pypi"
},
{
"name": "google-cloud-core",
"direct": false,
"version": "2.6.0",
"ecosystem": "pypi"
},
{
"name": "google-cloud-storage",
"direct": false,
"version": "3.5.0",
"ecosystem": "pypi"
},
{
"name": "google-crc32c",
"direct": false,
"version": "1.8.0",
"ecosystem": "pypi"
},
{
"name": "google-resumable-media",
"direct": false,
"version": "2.10.0",
"ecosystem": "pypi"
},
{
"name": "googleapis-common-protos",
"direct": false,
"version": "1.75.0",
"ecosystem": "pypi"
},
{
"name": "griffelib",
"direct": false,
"version": "2.0.2",
"ecosystem": "pypi"
},
{
"name": "h11",
"direct": false,
"version": "0.16.0",
"ecosystem": "pypi"
},
{
"name": "httpcore",
"direct": false,
"version": "1.0.9",
"ecosystem": "pypi"
},
{
"name": "httpx-sse",
"direct": false,
"version": "0.4.3",
"ecosystem": "pypi"
},
{
"name": "idna",
"direct": false,
"version": "3.18",
"ecosystem": "pypi"
},
{
"name": "importlib-metadata",
"direct": false,
"version": "9.0.0",
"ecosystem": "pypi"
},
{
"name": "iniconfig",
"direct": false,
"version": "2.3.0",
"ecosystem": "pypi"
},
{
"name": "isodate",
"direct": false,
"version": "0.7.2",
"ecosystem": "pypi"
},
{
"name": "isort",
"direct": false,
"version": "8.0.1",
"ecosystem": "pypi"
},
{
"name": "jaraco-classes",
"direct": false,
"version": "3.4.0",
"ecosystem": "pypi"
},
{
"name": "jaraco-context",
"direct": false,
"version": "6.1.2",
"ecosystem": "pypi"
},
{
"name": "jaraco-functools",
"direct": false,
"version": "4.5.0",
"ecosystem": "pypi"
},
{
"name": "jeepney",
"direct": false,
"version": "0.9.0",
"ecosystem": "pypi"
},
{
"name": "jmespath",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "joserfc",
"direct": false,
"version": "1.7.0",
"ecosystem": "pypi"
},
{
"name": "jsonref",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "jsonschema-path",
"direct": false,
"version": "0.5.0",
"ecosystem": "pypi"
},
{
"name": "jsonschema-specifications",
"direct": false,
"version": "2025.9.1",
"ecosystem": "pypi"
},
{
"name": "kbcstorage",
"direct": false,
"version": "0.9.5",
"ecosystem": "pypi"
},
{
"name": "keboola-mcp-server",
"direct": false,
"version": "1.73.4",
"ecosystem": "pypi"
},
{
"name": "keyring",
"direct": false,
"version": "25.7.0",
"ecosystem": "pypi"
},
{
"name": "markdown-it-py",
"direct": false,
"version": "4.2.0",
"ecosystem": "pypi"
},
{
"name": "mccabe",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "mdurl",
"direct": false,
"version": "0.1.2",
"ecosystem": "pypi"
},
{
"name": "more-itertools",
"direct": false,
"version": "11.1.0",
"ecosystem": "pypi"
},
{
"name": "mypy-extensions",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "openapi-pydantic",
"direct": false,
"version": "0.5.1",
"ecosystem": "pypi"
},
{
"name": "opentelemetry-api",
"direct": false,
"version": "1.42.1",
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": false,
"version": "26.2",
"ecosystem": "pypi"
},
{
"name": "pathable",
"direct": false,
"version": "0.6.0",
"ecosystem": "pypi"
},
{
"name": "pathspec",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "pep8-naming",
"direct": false,
"version": "0.15.1",
"ecosystem": "pypi"
},
{
"name": "platformdirs",
"direct": false,
"version": "4.10.0",
"ecosystem": "pypi"
},
{
"name": "pluggy",
"direct": false,
"version": "1.6.0",
"ecosystem": "pypi"
},
{
"name": "proto-plus",
"direct": false,
"version": "1.28.0",
"ecosystem": "pypi"
},
{
"name": "protobuf",
"direct": false,
"version": "7.35.0",
"ecosystem": "pypi"
},
{
"name": "py-key-value-aio",
"direct": false,
"version": "0.4.5",
"ecosystem": "pypi"
},
{
"name": "pyasn1",
"direct": false,
"version": "0.6.3",
"ecosystem": "pypi"
},
{
"name": "pyasn1-modules",
"direct": false,
"version": "0.4.2",
"ecosystem": "pypi"
},
{
"name": "pycodestyle",
"direct": false,
"version": "2.14.0",
"ecosystem": "pypi"
},
{
"name": "pycparser",
"direct": false,
"version": "3.0",
"ecosystem": "pypi"
},
{
"name": "pydantic-core",
"direct": false,
"version": "2.46.4",
"ecosystem": "pypi"
},
{
"name": "pydantic-settings",
"direct": false,
"version": "2.14.2",
"ecosystem": "pypi"
},
{
"name": "pyflakes",
"direct": false,
"version": "3.4.0",
"ecosystem": "pypi"
},
{
"name": "pygments",
"direct": false,
"version": "2.20.0",
"ecosystem": "pypi"
},
{
"name": "pyperclip",
"direct": false,
"version": "1.11.0",
"ecosystem": "pypi"
},
{
"name": "pyproject-api",
"direct": false,
"version": "1.10.1",
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": "9.1.1",
"ecosystem": "pypi"
},
{
"name": "pytest-asyncio",
"direct": false,
"version": "1.4.0",
"ecosystem": "pypi"
},
{
"name": "pytest-cov",
"direct": false,
"version": "7.1.0",
"ecosystem": "pypi"
},
{
"name": "pytest-datadir",
"direct": false,
"version": "1.8.0",
"ecosystem": "pypi"
},
{
"name": "pytest-mock",
"direct": false,
"version": "3.15.1",
"ecosystem": "pypi"
},
{
"name": "python-dateutil",
"direct": false,
"version": "2.9.0.post0",
"ecosystem": "pypi"
},
{
"name": "python-discovery",
"direct": false,
"version": "1.4.0",
"ecosystem": "pypi"
},
{
"name": "python-dotenv",
"direct": false,
"version": "1.2.2",
"ecosystem": "pypi"
},
{
"name": "python-multipart",
"direct": false,
"version": "0.0.31",
"ecosystem": "pypi"
},
{
"name": "pytokens",
"direct": false,
"version": "0.4.1",
"ecosystem": "pypi"
},
{
"name": "pywin32",
"direct": false,
"version": "312",
"ecosystem": "pypi"
},
{
"name": "pywin32-ctypes",
"direct": false,
"version": "0.2.3",
"ecosystem": "pypi"
},
{
"name": "referencing",
"direct": false,
"version": "0.37.0",
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": false,
"version": "2.34.2",
"ecosystem": "pypi"
},
{
"name": "responses",
"direct": false,
"version": "0.26.1",
"ecosystem": "pypi"
},
{
"name": "rich",
"direct": false,
"version": "15.0.0",
"ecosystem": "pypi"
},
{
"name": "rich-rst",
"direct": false,
"version": "2.0.1",
"ecosystem": "pypi"
},
{
"name": "rpds-py",
"direct": false,
"version": "0.30.0",
"ecosystem": "pypi"
},
{
"name": "rpds-py",
"direct": false,
"version": "2026.5.1",
"ecosystem": "pypi"
},
{
"name": "rsa",
"direct": false,
"version": "4.9.1",
"ecosystem": "pypi"
},
{
"name": "s3transfer",
"direct": false,
"version": "0.18.0",
"ecosystem": "pypi"
},
{
"name": "secretstorage",
"direct": false,
"version": "3.5.0",
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": "82.0.1",
"ecosystem": "pypi"
},
{
"name": "six",
"direct": false,
"version": "1.17.0",
"ecosystem": "pypi"
},
{
"name": "sse-starlette",
"direct": false,
"version": "3.4.4",
"ecosystem": "pypi"
},
{
"name": "starlette",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "tomli",
"direct": false,
"version": "2.4.1",
"ecosystem": "pypi"
},
{
"name": "tox",
"direct": false,
"version": "4.35.0",
"ecosystem": "pypi"
},
{
"name": "typing-extensions",
"direct": false,
"version": "4.15.0",
"ecosystem": "pypi"
},
{
"name": "typing-inspection",
"direct": false,
"version": "0.4.2",
"ecosystem": "pypi"
},
{
"name": "uncalled-for",
"direct": false,
"version": "0.3.2",
"ecosystem": "pypi"
},
{
"name": "urllib3",
"direct": false,
"version": "1.26.20",
"ecosystem": "pypi"
},
{
"name": "uvicorn",
"direct": false,
"version": "0.49.0",
"ecosystem": "pypi"
},
{
"name": "virtualenv",
"direct": false,
"version": "21.4.2",
"ecosystem": "pypi"
},
{
"name": "watchfiles",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "websockets",
"direct": false,
"version": "16.0",
"ecosystem": "pypi"
},
{
"name": "zipp",
"direct": false,
"version": "4.1.0",
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 144,
"direct_count": 13,
"indirect_count": 131
}
},
"maintainership": {
"issues": {
"open_prs": 15,
"merged_prs": 444,
"open_issues": 19,
"closed_ratio": 0.367,
"closed_issues": 11,
"closed_unmerged_prs": 137
},
"bus_factor": 2,
"top_contributors": [
{
"type": "User",
"login": "mariankrotil",
"commits": 1385,
"avatar_url": "https://avatars.githubusercontent.com/u/154078172?v=4"
},
{
"type": "User",
"login": "vita-stejskal",
"commits": 856,
"avatar_url": "https://avatars.githubusercontent.com/u/148965734?v=4"
},
{
"type": "User",
"login": "ncapek",
"commits": 550,
"avatar_url": "https://avatars.githubusercontent.com/u/38555241?v=4"
},
{
"type": "User",
"login": "Matovidlo",
"commits": 355,
"avatar_url": "https://avatars.githubusercontent.com/u/17671196?u=4923bb6b6ab955735bc7330be12c1dc361ec0bc3&v=4"
},
{
"type": "User",
"login": "radcliffkey",
"commits": 233,
"avatar_url": "https://avatars.githubusercontent.com/u/6969869?u=ba019b7e5ea313665a1b68c3291c7bc27497c8bd&v=4"
},
{
"type": "User",
"login": "jordanrburger",
"commits": 99,
"avatar_url": "https://avatars.githubusercontent.com/u/29617424?v=4"
},
{
"type": "User",
"login": "davidesner",
"commits": 85,
"avatar_url": "https://avatars.githubusercontent.com/u/15654252?v=4"
},
{
"type": "User",
"login": "AdamVyborny",
"commits": 78,
"avatar_url": "https://avatars.githubusercontent.com/u/27994036?u=7519addb1b1165e46f5dc3fbb8b81d1770704f47&v=4"
},
{
"type": "Bot",
"login": "devin-ai-integration[bot]",
"commits": 55,
"avatar_url": "https://avatars.githubusercontent.com/in/811515?v=4"
},
{
"type": "User",
"login": "tomasfejfar",
"commits": 31,
"avatar_url": "https://avatars.githubusercontent.com/u/642928?v=4"
}
],
"contributors_sampled": 29,
"top_contributor_share": 0.357
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"ci.yml",
"dependabot-no-codeowners.yml",
"kaibench.yml",
"release.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [
"uv.lock"
],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 5,
"reason": "branch protection is not maximal on development and all release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 10,
"reason": "8 out of 8 merged PRs checked by a CI test -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 10,
"reason": "all changesets reviewed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 5 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": 10,
"reason": "packaging workflow detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 1,
"reason": "dependency not pinned by hash detected -- score normalized to 1",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 10,
"reason": "SAST tool is run on all commits",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 0,
"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 9,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 4,
"reason": "6 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "c0e5341e23bf2f9ee328bcf70e8a2179e9e1afa4",
"ran_at": "2026-07-17T20:34:07Z",
"aggregate_score": 7.3,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": true
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/keboola/mcp-server",
"host": "github.com",
"name": "mcp-server",
"owner": "keboola"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 76,
"inputs": {
"security": 73,
"vitality": 99,
"community": 65,
"governance": 71,
"engineering": 71
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 99,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "excellent",
"name": "Development activity",
"note": null,
"notes": [],
"value": 99,
"inputs": {
"commits_last_year": 2027,
"human_commit_share": null,
"days_since_last_push": 0,
"active_weeks_last_year": 51
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "51/52 weeks with commits",
"points": 35.3,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 51
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "2027 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 2027
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"releases_count": 61,
"latest_release_tag": "v1.73.2",
"releases_from_tags": false,
"days_since_latest_release": 1,
"mean_days_between_releases": 6.4
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "61 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 61
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 1 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 1
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~6.4 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 6.4
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "unverified",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": "no_commit_sample",
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": null,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "maintenance record not established from the collected data",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_unverified",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "moderate",
"name": "Community & Adoption",
"value": 65,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "at_risk",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 49,
"inputs": {
"forks": 25,
"stars": 84,
"watchers": 15,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "84 stars",
"points": 31.1,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 84
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "25 forks",
"points": 11.5,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 25
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "15 watchers",
"points": 6.4,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 15
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "good",
"name": "Community health",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "good",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 75,
"inputs": {
"packages": [
"keboola-mcp-server"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 30297
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "30,297 downloads/month across pypi",
"points": 59.8,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 30297,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 71,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "moderate",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 63,
"inputs": {
"bus_factor": 2,
"contributors_sampled": 29,
"top_contributor_share": 0.357
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "2 contributor(s) cover half of all commits",
"points": 25.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 2
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 36% of commits",
"points": 14.5,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 36
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "29 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 29
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 5 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "moderate",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 61,
"inputs": {
"merged_prs": 444,
"open_issues": 19,
"closed_issues": 11,
"issue_closed_ratio": 0.367,
"closed_unmerged_prs": 137
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "37% of issues closed",
"points": 17.2,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 37
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "444/581 decided PRs merged",
"points": 29.2,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 444,
"decided": 581
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "all changesets reviewed",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"followers": 66,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "keboola",
"public_repos": 679,
"account_age_days": 5271
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "66 followers of keboola",
"points": 13.1,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 66,
"login": "keboola"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "679 public repos, account ~14 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 679
}
},
{
"code": "account_age_years",
"params": {
"years": 14
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"keboola-mcp-server"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 2
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 2 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 2
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "56 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 56
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 71,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "4 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 4
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "8 out of 8 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"topics": [
"model-context-protocol",
"data-platform",
"etl-pipeline",
"mcp",
"mcp-server",
"keboola-platform"
],
"has_wiki": false,
"homepage": null,
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "6 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 6
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "good",
"name": "Security",
"value": 73,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "good",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 73,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 7.3
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 3.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "8 out of 8 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "all changesets reviewed",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 5 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 1",
"points": 0.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is run on all commits",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "6 existing vulnerabilities detected",
"points": 3,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 4
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 59,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 75,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 9302
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 54,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [
"mypy.ini"
],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "mypy.ini",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "mypy.ini"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 1",
"points": 1,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 79,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 128285,
"source_files_sampled": 140,
"oversized_source_files": 7
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (mypy.ini)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "mypy.ini",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "7/140 source files over 60KB",
"points": 52.2,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 140,
"oversized": 7
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "critical",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 20,
"inputs": {
"example_dirs": [],
"has_mcp_signal": true,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 20,
"status": "met",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [],
"report_type": "repository",
"generated_at": "2026-07-17T20:34:34.712015Z",
"schema_version": "0.12.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/k/keboola/mcp-server.svg",
"full_name": "keboola/mcp-server",
"license_state": "standard",
"license_spdx": "MIT"
}Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.
Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.12.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.